PCA Index Interactive Visualization Examples

import plotly.express as px

import config
import load_fred
import pca_index

DATA_DIR = config.DATA_DIR

df = load_fred.load_fred(data_dir=DATA_DIR)
dfn = pca_index.transform_series(df)

/home/runner/work/HW4-Website/HW4-Website/src/pca_index.py:31: FutureWarning:

The default fill_method='pad' in Series.pct_change is deprecated and will be removed in a future version. Either fill in any non-leading NA values prior to calling pct_change or specify 'fill_method=None' to not fill NA values.

/home/runner/work/HW4-Website/HW4-Website/src/pca_index.py:32: FutureWarning:

The default fill_method='pad' in Series.pct_change is deprecated and will be removed in a future version. Either fill in any non-leading NA values prior to calling pct_change or specify 'fill_method=None' to not fill NA values.

## Visualize Principal Component 1
pc1, loadings = pca_index.pca(dfn, module="scikitlearn")
pc1.plot();

../_images/7dc9c64bd071771dad6288a56d81441b5a39b197c09b4d0aeb8edc3b08bc6651.png

# Simple version
fig = px.line(pc1)
fig.show()

# Using slider and quick views
pca_index.pc1_line_plot(pc1)

## Visualize normalized and raw series
dfn.plot(subplots=True, figsize=(10, 10));

../_images/560c9d9c7b3127f131a8dfbfc92a169779eb1dbbd7d5b71e20e1b467b5f82fe6.png

fig = px.line(dfn, facet_col="variable", facet_col_wrap=1)
fig.update_yaxes(matches=None)
fig.show()

pca_index.plot_unnormalized_series(df)

pca_index.plot_normalized_series(dfn)

PCA Index Interactive Visualization Examples

PCA Index Interactive Visualization Examples#